Based on the underlying mechanism of ICI action, several potential markers are proposed to be related to clinical response, including the PD-L1 expression level, specifically on tumor cells and APC cells, immune composition within the TME, neoantigens, tumor mutation burden, etc. Recent evidence shows that CAFs are linked to the resistance of ICIs[15]. Here, CD274 is linked to neoplasm.